EP3646207A4 - Iterative feature selection methods - Google Patents

Iterative feature selection methods Download PDF

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Publication number
EP3646207A4
EP3646207A4 EP17915904.1A EP17915904A EP3646207A4 EP 3646207 A4 EP3646207 A4 EP 3646207A4 EP 17915904 A EP17915904 A EP 17915904A EP 3646207 A4 EP3646207 A4 EP 3646207A4
Authority
EP
European Patent Office
Prior art keywords
feature selection
selection methods
iterative feature
iterative
methods
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Withdrawn
Application number
EP17915904.1A
Other languages
German (de)
French (fr)
Other versions
EP3646207A1 (en
Inventor
Patrick Lilley
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Liquid Biosciences Inc
Original Assignee
Liquid Biosciences Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Liquid Biosciences Inc filed Critical Liquid Biosciences Inc
Publication of EP3646207A1 publication Critical patent/EP3646207A1/en
Publication of EP3646207A4 publication Critical patent/EP3646207A4/en
Withdrawn legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/12—Computing arrangements based on biological models using genetic models
    • G06N3/126—Evolutionary algorithms, e.g. genetic algorithms or genetic programming
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/086—Learning methods using evolutionary algorithms, e.g. genetic algorithms or genetic programming

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Data Mining & Analysis (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Genetics & Genomics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Computational Linguistics (AREA)
  • Physiology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Debugging And Monitoring (AREA)
EP17915904.1A 2017-06-28 2017-06-28 Iterative feature selection methods Withdrawn EP3646207A4 (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2017/039812 WO2019005049A1 (en) 2017-06-28 2017-06-28 Iterative feature selection methods

Publications (2)

Publication Number Publication Date
EP3646207A1 EP3646207A1 (en) 2020-05-06
EP3646207A4 true EP3646207A4 (en) 2021-04-07

Family

ID=64742982

Family Applications (1)

Application Number Title Priority Date Filing Date
EP17915904.1A Withdrawn EP3646207A4 (en) 2017-06-28 2017-06-28 Iterative feature selection methods

Country Status (3)

Country Link
EP (1) EP3646207A4 (en)
JP (1) JP6741888B1 (en)
WO (1) WO2019005049A1 (en)

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7236911B1 (en) * 2004-06-16 2007-06-26 Western Digital Technologies, Inc. Using a genetic algorithm to select a subset of quality metrics as input to a disk drive failure prediction algorithm
WO2007147166A2 (en) * 2006-06-16 2007-12-21 Quantum Leap Research, Inc. Consilence of data-mining

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5963902A (en) * 1997-07-30 1999-10-05 Nynex Science & Technology, Inc. Methods and apparatus for decreasing the size of generated models trained for automatic pattern recognition
US6941287B1 (en) * 1999-04-30 2005-09-06 E. I. Du Pont De Nemours And Company Distributed hierarchical evolutionary modeling and visualization of empirical data
US20020127529A1 (en) * 2000-12-06 2002-09-12 Cassuto Nadav Yehudah Prediction model creation, evaluation, and training
AU2003296939A1 (en) * 2002-12-10 2004-06-30 Stone Investments, Inc Method and system for analyzing data and creating predictive models
JP2005222286A (en) * 2004-02-05 2005-08-18 Canon Inc Optimal solution retrieving method and device
US20050234761A1 (en) * 2004-04-16 2005-10-20 Pinto Stephen K Predictive model development
US8510242B2 (en) * 2007-08-31 2013-08-13 Saudi Arabian Oil Company Artificial neural network models for determining relative permeability of hydrocarbon reservoirs
US9269046B2 (en) * 2012-01-18 2016-02-23 Brainscope Company, Inc. Method and device for multimodal neurological evaluation
US9471881B2 (en) * 2013-01-21 2016-10-18 International Business Machines Corporation Transductive feature selection with maximum-relevancy and minimum-redundancy criteria

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7236911B1 (en) * 2004-06-16 2007-06-26 Western Digital Technologies, Inc. Using a genetic algorithm to select a subset of quality metrics as input to a disk drive failure prediction algorithm
WO2007147166A2 (en) * 2006-06-16 2007-12-21 Quantum Leap Research, Inc. Consilence of data-mining

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of WO2019005049A1 *

Also Published As

Publication number Publication date
EP3646207A1 (en) 2020-05-06
WO2019005049A1 (en) 2019-01-03
JP2020525939A (en) 2020-08-27
JP6741888B1 (en) 2020-08-19

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